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@justiandevs justiandevs commented May 19, 2025

New Features

  • Support for using multiple datasets during model training.
  • Ability to download both main and sub confusion matrices from the classifier object in Django Admin.
  • Integration of database signals in the model training phase.
  • Support for sampling up to 5000 signals per subcategory during training to limit memory usage and training time.

How to Test

  1. Start the Signalen backend.
  2. Open Django Admin.
  3. Navigate to the “Training Sets” section.
  4. Upload one or more training sets.
  5. From the “Training Sets” section, run a training task:
    • Choose whether to include database signals in the training process (yes / no).

Test Scenarios

  • Train a model using only one training set.
  • Train a model using multiple training sets simultaneously.
  • Train a model with database signals included.
  • Train a model using one training set + database signals.
  • Train a model using multiple training sets + database signals.
  • Train a model with an excessive number of signals per subcategory (to confirm only 5000 are sampled per subcategory).

Notes

  • Check trained models via Classifiers tab

@@ -81,7 +81,6 @@
'signals.apps.dataset',
'signals.apps.questionnaires',
'signals.apps.my_signals',
'signals.apps.zgw',
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Door deze regel kon ik initieel het project niet starten, ik zie ook geen ZGW app in de folder structuur. Kan dit?

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